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Empirical Risk Estimates
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Classroom Contents
Fairness, Accountability, and Transparency in Predictive Models for Criminal Justice
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- 1 Intro
- 2 Are police records a representative sample of crime?
- 3 Drug Crimes in Oakland
- 4 Demo on Oakland Data
- 5 Simulation using Oakland Data
- 6 Why fairness?
- 7 Overbooking
- 8 Pre-Trial Risk Assessment
- 9 Public Safety Assessment
- 10 Empirical Risk Estimates
- 11 Decision-Making Framework
- 12 The Plan
- 13 Validation of our PSA reproduction code
- 14 Accounting for Discrepancies
- 15 Results by race
- 16 Why accountability?
- 17 Risk Assessment for Supervised Release Program
- 18 Who did the hand selection benefit?
- 19 Why transparency?
- 20 Final summary
- 21 The Process
